Envelope-to: alvarochf@traceseis.com
Delivery-date: Thu, 16 Apr 2026 17:11:04 -0600
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Date: Thu, 16 Apr 2026 23:10:52 +0000 (UTC)
From: Outlier AI <insideoutlier@outlier.ai>
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Message-ID: <aZDennshS06ekAdzscfS9g@geopod-ismtpd-22>
Subject: Inside Outlier: What you figured out when nothing else worked
To: alvarochf@traceseis.com

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                        <p><img src=3D"https://static.remotasks.com/upload/=
communication-center/2026-04-16/67e1d026125e2e3c0e491c89/Header%20image.jpg=
"></p><p><strong style=3D"background-color: transparent;">TL;DR:</strong></=
p><ul><li><span style=3D"background-color: transparent;">Stanford's 2026 AI=
 Index: </span><a href=3D"http://url9405.outlier.ai/ls/click?upn=3Du001.ekX=
zrh6HTgOsQrpQbkIFH-2BXaWreiNPr5NzEavVKmd6G0oAq1aiDGxifxAJlMUn1dEPG-2BqDx6ba=
UusgtGxbuac4LIYVOxRJ2wSEShH6-2BWv-2FOqz4M8tJ6TuKlLNezpvhaWZve5lCgm53d9Npj6E=
bheJfxlBdqxajg52ARQvpXAREZbspklAlRatVmwSFrBWNKocjIYpM9GWipdvFpPvkeMz-2BB-2B=
qYNR7k-2FTTRGglstDxWygKeaL6riho6W7o0pVchpPAEuI-2B28tMYgfVAWkwzNi-2FpAZv3p1S=
a7-2BNDFrpKCcccjCp6RdNZ9L2ZO8i7HbC5ili9tN_qcYk9eQVqML4NYnR0JQgOekV7y1c-2FlN=
QzfzXKeq-2Bksk6svWPQ-2BsZf9ctIsE68-2BKOBTN604Ha9sg1Q5-2BNArar7rgpJD5iPLnElb=
zucuBzZJO0NWKwXEqRyhnrqxvEPt2AfPhm1BJqhbjcDaRnhq7UQyVN3RixggUr90gakbrkvfboU=
ba-2BWXied2PadOiEFGXLFyKhamppKywdMuL9olieZ7sCikrSrIQUPP7KIFC2W4SuYl4TJ-2BQl=
cPI8ACn-2BXDjSV1UX9pyNY587FmxFTIvjL7lqAZerO5MpjfDRLtqNdctoovW5Jc6Yb5c1ZWoBZ=
zFjgkcRFQM8V2f51ZYU-2BPOaA9G6qxznB-2FcJL3GXuiJTLzWX54QvB3u5Dufuwt5m2l-2FHQR=
TeOj3nmj7-2FT5-2FxA-2BBwIrLexHtmF0du6HIVyvF7-2B-2BqbpRrImInR-2FnKfoW3Mu5aIg=
Wah7nO7SuXktcSN-2BOoPbg-3D-3D" rel=3D"noopener noreferrer" target=3D"_blank=
" style=3D"background-color: transparent; color: rgb(17, 85, 204);">human s=
cientists still outperform AI agents on complex tasks</a></li><li><span sty=
le=3D"background-color: transparent;">Your replies to last week's ask: </sp=
an><a href=3D"http://url9405.outlier.ai/ls/click?upn=3Du001.ekXzrh6HTgOsQrp=
QbkIFHwV8mLff5k-2Fe83Wj57jne3VGfGi0Q2WMkOXgfKmibxAX8-2BVkiS62FIOZj8LN-2FVSh=
-2FEiYnL0zsxEHQ3s2xqC-2BHyLpZ-2FsOtlfVawwBoxlkFcaOttVtprvI6FkIsPPZ-2Fd-2BRs=
dRdzzfr6frXF0U8HfUTzRKMo3W06YkubK-2BT7DWM3kKl3hW8IR8Ceqc4MJZfnKULkavOjFFjLY=
ozCqwsn5QvUAce-2F-2FVVScDK6iCPUPWuSn-2BarPrZZFVibHAb-2BKwkWjm4C-2BtkB4KKtyz=
aWuPLvsYDkrLmf3hAHdCiwurgPBr-2B1HRQtFwYKEnySF-2BHypcHsv9DnknCbc1ohWhkpHNi7Y=
o-2FX4w-3Db6VU_qcYk9eQVqML4NYnR0JQgOekV7y1c-2FlNQzfzXKeq-2Bksk6svWPQ-2BsZf9=
ctIsE68-2BKOBTN604Ha9sg1Q5-2BNArar7jJ-2BzbvQMT0kKxuUocUZKWqz1t3946gevEiUK4L=
mrwW8lxOq23VW9oL-2B2WPqe1AjB-2FrO0pjz1asSqcwMS5NmZQl31K360bcE9m7QOZ13gHnQgF=
Jfhx46faNDHpWiHn5IhMcTfWDzJ3EuRSctpjjudVYFNXaDcCKJ2kv89pNAAFhCYiVRd9hJa0grO=
f1aEKR63f5qPpK2ppOOZWz5lHI85gM7N1X74-2BDWB2tQGXWfi2H1bD8pBA-2FiVB3jqzfTx5-2=
BjOG4WBUe59hEvWkfYojvMYRHlzC9-2FfhzmMLrIOL7jOxQlNojBaA15hH7tmdckCd9n7cgiDdx=
TZ71-2FGbEdon9Y7diCmqEUORJc0JFr6KQNiuxQZY0xDDUkOjBgstSOFN27KQ-3D-3D" rel=3D=
"noopener noreferrer" target=3D"_blank" style=3D"background-color: transpar=
ent; color: rgb(17, 85, 204);">the hardest things you've ever figured out a=
lone</a></li><li><span style=3D"background-color: transparent;">Know an Out=
lier? </span><a href=3D"http://url9405.outlier.ai/ls/click?upn=3Du001.ekXzr=
h6HTgOsQrpQbkIFH0IthZ54iIuEdXkDCbKxkgBdfW45yYT5MI38Of3hLO29dGm2diZ6PL9isa68=
F1dH5TP1Cmc8jro7-2B7aS4hVtVdrBtJQ4D2dwd-2F9uMEl4Fc7vENIH3OREnoePuDNnOfOgirj=
fa51WxVO03pJd5pRiBkD767m90Ai7xaAboSmnpXqMsHnDu2gMeNxJeLhajbdOb09czIvV-2FySL=
iIQAqJI-2FNgiVF6mX1i6i2k5dBP3IbO0ESyDa_qcYk9eQVqML4NYnR0JQgOekV7y1c-2FlNQzf=
zXKeq-2Bksk6svWPQ-2BsZf9ctIsE68-2BKOBTN604Ha9sg1Q5-2BNArar7lS7YYteWSGxIt-2F=
xP58xrZK2R-2FPWwClCc1t1nIjhcg66iY-2FYNGhm5OqeT-2BHWoFbOYElhjKxEJFenyWRNuUaW=
xzJT0lwnVQ1b-2BRTx6eFjCsWhBMjPxBZSN8M4z2G2oefHexbUd37uL5XJVE-2BZ5AEXZVGsqAB=
0ndzahiLXzkmSINLtV4HvqmvZRmui1WWiFtWRD6-2BjyrG7EXs1CnozVA1hl2H1c1N3LOo84HRL=
m56QmWA5SrhmgB-2BVnWDsWCt-2BCKFvFiV24JOTTWw1-2F-2FLfiXLdupRAc2WuWqDA5-2Fk-2=
BtpxCcxGkN2jwewAeQ4zYMY8Aw-2B9KQhyQOJ2-2BWhqZleZqtlegh7fVGLuf8VKpe8oOz0T-2F=
dxjXYeaxNz-2FdqS-2BB9kYbqkToGA-3D-3D" rel=3D"noopener noreferrer" target=3D=
"_blank" style=3D"background-color: transparent; color: rgb(17, 85, 204);">=
Share your referral link</a></li><li><span style=3D"background-color: trans=
parent;">This week's discussion: </span><a href=3D"http://url9405.outlier.a=
i/ls/click?upn=3Du001.ekXzrh6HTgOsQrpQbkIFHwV8mLff5k-2Fe83Wj57jne3XnVTADQYD=
XXzKwDYb-2BYsXM-2BkrEqIT7XdKkmJkSmekXSw6mFLWFv2MnKiun59MYN0LUfJJP1VMxFa5koV=
m9yGiYIoLVgY49W3oOIee4U8uX9W9cXk6ZMXIzJ5C-2BzLwlNWeq-2FXUSgP0Y6K5NgSLiDTNhn=
QcmHVKLbvvs7Xk0MVTkb041-2BaT8i8hoGsf5UaobPa0vZmHx0aFiywxKSskzXR0ARDm1atekqP=
nxxIbUuDDnxDlwCYYn3phKhi8IypWi6ZTB7Fqjngd-2FmFLIGMHYqVvyZaYn_qcYk9eQVqML4NY=
nR0JQgOekV7y1c-2FlNQzfzXKeq-2Bksk6svWPQ-2BsZf9ctIsE68-2BKOBTN604Ha9sg1Q5-2B=
NArar7u5OKOJ343HvDxlvc-2BtdQO1FSLP80VpzDNE3vNPumZaSwBRtsm7OIjfQ203gxCctf0w-=
2FlvrvywmX3iL0vaA-2F4ks4Cf76QoCd2at3mUZSLdIF4zHnv0hMhU8Zfday2-2BLnL1ApqCLBw=
DLzHNZPp02PyZXZ-2B4Caa-2Bmn1XKPTBPln7yFFhubBVNHcJhTkdFIJ76udbWYYMh9iM8rbGL-=
2F5asVZL-2FNH44IEA5bzAxOrSjk6-2FC3eY69cZJXzMqV-2BSlXUN2TIvtlUecEU4C-2B5Ry7u=
1704gmqKgkVxtz2K3A58cnRxe0prAzqYXh2DPZi3j-2FnuxvJCl-2FodG1JlvQXkxjwEckeSenf=
gMN5H9Pc0NGsnu2LBt35QXvNic73hRkttWx7xZW-2FHg-3D-3D" rel=3D"noopener norefer=
rer" target=3D"_blank" style=3D"background-color: transparent; color: rgb(1=
7, 85, 204);">what's something you know how to do that you couldn't explain=
 to an AI?</a></li></ul><p><span style=3D"background-color: transparent;">H=
ey, it's Eliana.</span></p><p><span style=3D"background-color: transparent;=
">Squiggles refused to go on a walk today. I kept saying "walk" and he just=
 looked at me like, dude, no way am I going out in that rain. I made coffee=
 and went back to your replies. Last week I asked what's the hardest thing =
you've ever had to figure out on your own =E2=80=94 the kind where every su=
ggestion failed and you had to build the answer yourself. A lot of you went=
 somewhere I wasn't expecting.</span></p><h2><span style=3D"background-colo=
r: transparent;">Still better than the best agents</span></h2><p><span styl=
e=3D"background-color: transparent;">Stanford's AI Index 2026 dropped this =
week. One finding stuck: </span><strong style=3D"background-color: transpar=
ent;">human scientists still outperform the best AI agents on complex tasks=
</strong><span style=3D"background-color: transparent;">, even as researche=
rs increasingly use AI in their work. That probably means something differe=
nt to you than to most people. You know where the models get it wrong, on t=
he actual task, not some benchmark.</span></p><p><span style=3D"background-=
color: transparent;">A detail from the report: the best-performing robots c=
an </span><strong style=3D"background-color: transparent;">only</strong><sp=
an style=3D"background-color: transparent;"> handle about </span><strong st=
yle=3D"background-color: transparent;">12% of household chores</strong><spa=
n style=3D"background-color: transparent;">. Turns out folding laundry is s=
till a distinctly human problem.</span></p><p><a href=3D"http://url9405.out=
lier.ai/ls/click?upn=3Du001.ekXzrh6HTgOsQrpQbkIFH-2BXaWreiNPr5NzEavVKmd6G0o=
Aq1aiDGxifxAJlMUn1dEPG-2BqDx6baUusgtGxbuac4LIYVOxRJ2wSEShH6-2BWv-2FOqz4M8tJ=
6TuKlLNezpvhaWZve5lCgm53d9Npj6EbheJfxlBdqxajg52ARQvpXAREZbspklAlRatVmwSFrBW=
NKocjIYpM9GWipdvFpPvkeMzxC0XBINNwva02MmSpM7U9l-2F731-2BAvc8rekNjXEGttAAmy5X=
lPLpyzn2ZsLKwIINbn0ks-2FmuWvMnwuio6XFMBbG0fmvr-2FyB5dGY7zIPjik-2FW4ujb_qcYk=
9eQVqML4NYnR0JQgOekV7y1c-2FlNQzfzXKeq-2Bksk6svWPQ-2BsZf9ctIsE68-2BKOBTN604H=
a9sg1Q5-2BNArar7kDXteJVe7aVUSANy3ZWnUIh8LZWPcjADmkPQswJ0TBD31pf-2BfwFHTWYmT=
0miuj8gkxDSdqJ6PSUQgvfTCWSFB16ZgfBEqO4hR2eUAO0GAKtMNqQHdGQ4u6YpsB1oIGupaEGk=
IVx0XStNNZWKRIxfZkdNzvHA2QZAM-2Fv-2FHzsC1-2F-2BhNOiZmpBxmKd-2FUwINb3dIPSQkg=
gifcdqHo9XYD9pZ0b7tYUSzLFWWPTqpGAKwmhaCUjiTAk09J4ZBNP43-2FzssvOX7Wnhg8SRFYC=
AkL8qHtwzOfP-2BwlIIR3ruxFYRIeLo86CpBAMnTVHet9AT4GtyQsYMdJqwMtZAQinsCkQmNmTd=
i74oo9eA3naP6rFx5vkfe0KC3rPu8HNLnT1-2Bg4CIkg-3D-3D" rel=3D"noopener norefer=
rer" target=3D"_blank" style=3D"background-color: transparent; color: rgb(1=
7, 85, 204);">Read the AI Index =E2=86=92</a></p><h2><span style=3D"backgro=
und-color: transparent;">Know an Outlier?</span></h2><p><span style=3D"back=
ground-color: transparent;">If someone came to mind this week (someone who'=
s good at the hard-to-explain stuff), send them your referral link.</span><=
/p><p><a href=3D" https://app.outlier.ai/referrals?utm_source=3Dnewsletter&=
amp;utm_medium=3Demail&amp;utm_campaign=3Dio36&amp;utm_content=3Dbody_refer=
ral" rel=3D"noopener noreferrer" target=3D"_blank" style=3D"background-colo=
r: transparent; color: rgb(17, 85, 204);">Share your referral link =E2=86=
=92</a></p><h2><span style=3D"background-color: transparent;">What you sent=
 back</span></h2><p><strong style=3D"background-color: transparent;">Last w=
eek's ask: what's the hardest thing you've ever had to figure out on your o=
wn =E2=80=94 the kind where every suggestion failed and you had to build th=
e answer yourself.</strong></p><p><strong style=3D"background-color: transp=
arent;">Robby B.</strong><span style=3D"background-color: transparent;"> tr=
ained for ultramarathons alone in Arizona, no coach, no roadmap. The runs w=
ere 10 miles in heat that sometimes topped 115 degrees. "There were times t=
hat I was in so much pain, and I really wanted to give up." He kept going: =
</span><strong style=3D"background-color: transparent;">25 to 30 miles past=
 the point where he wanted to stop</strong><span style=3D"background-color:=
 transparent;">. "The only way I'm leaving is on my feet crossing the finis=
h line or if the medics are peeling me off the ground."</span></p><p><stron=
g style=3D"background-color: transparent;">Ahmed S.</strong><span style=3D"=
background-color: transparent;">, a lawyer, spent months building what he c=
alls a </span><strong style=3D"background-color: transparent;">"BS detector=
" for AI legal responses</strong><span style=3D"background-color: transpare=
nt;">. The models kept being professionally wrong in a professionally convi=
ncing way. "Figuring out how to spot those professional-sounding hallucinat=
ions on my own was the toughest and most rewarding part of this journey."</=
span></p><p><span style=3D"background-color: transparent;">One more. </span=
><strong style=3D"background-color: transparent;">Moises R.</strong><span s=
tyle=3D"background-color: transparent;"> was trying to confirm an error in =
an eye prescription. The chatbot refused. "The model preferred to be accomm=
odating or evasive rather than contradict an authoritative document." Back =
to the doctor. The prescription was wrong.</span></p><p><a href=3D"http://u=
rl9405.outlier.ai/ls/click?upn=3Du001.ekXzrh6HTgOsQrpQbkIFHwV8mLff5k-2Fe83W=
j57jne3VGfGi0Q2WMkOXgfKmibxAX8-2BVkiS62FIOZj8LN-2FVSh-2FEiYnL0zsxEHQ3s2xqC-=
2BHyLpZ-2FsOtlfVawwBoxlkFcaOttVtprvI6FkIsPPZ-2Fd-2BRsdRdzzfr6frXF0U8HfUTzRK=
Mo3W06YkubK-2BT7DWM3kKl3hW8IR8Ceqc4MJZfnKULkavOjFFjLYozCqwsn5QvUAeSsnswFUsJ=
7zD4DF31K7yzrkPo7yZ5jQHKsPlWbt5MKlhbfYUnZtlnpwR7wykxqCAm5rUeE0iseVlcGz-2BuM=
GJzqWxTiKKEiRt-2BwpN8jQbSXSd0oZM9cWlCCk-2BotBSt91I-3D4ucQ_qcYk9eQVqML4NYnR0=
JQgOekV7y1c-2FlNQzfzXKeq-2Bksk6svWPQ-2BsZf9ctIsE68-2BKOBTN604Ha9sg1Q5-2BNAr=
ar7pyWDCqdaIHF9DWJqAv1hsb-2F1v-2BkZSeDocqAjNWFkyNu0WZBcOLBkSa594mJgtSERhwOz=
5Gzyf-2F9DNfXUs8yMmnkP125P8x0c7kQz8eF0cDJoKMs47CsmXba7ibWuqghnumVePfYxG6Yzt=
7xzzXPgFNNVPV5wQ-2FfU0CxVdJyTDdJRf6qrqgirefDhqnoLIgjO1rQ1tKJGrU6qw811c-2BTn=
2s-2BKywJcacJRoLKm9dnYDkXg7ep9dNajTrPkJf1Pj5w2uZd0pjjl-2BXgHuOy344SPLoF37Br=
BWWbb-2FG4zIWj3r3-2FkOLtSV8A0XoORHmiKa-2F8aQD6r8THYqgaAWiNtl6tx-2F5H52YlXah=
hEq3wH-2BT6NAUk3IFE6JX1emHyElQV3x-2BD9g-3D-3D" rel=3D"noopener noreferrer" =
target=3D"_blank" style=3D"background-color: transparent; color: rgb(17, 85=
, 204);">See more replies in the community =E2=86=92</a></p><h2><span style=
=3D"background-color: transparent;">Hit reply</span></h2><p><strong style=
=3D"background-color: transparent;">What's something you know how to do tha=
t you couldn't explain to an AI?</strong><span style=3D"background-color: t=
ransparent;"> It could be a skill, an instinct, something you couldn't writ=
e down even if you tried. Mine: sometimes I know exactly what I want to eat=
, and there's no formula behind it. There's no explanation for why the only=
 thing that sounds good to me right now is a waffle. </span></p><p><span st=
yle=3D"background-color: transparent;">Hit reply, or drop your answer in th=
e community. </span></p><p><a href=3D"http://url9405.outlier.ai/ls/click?up=
n=3Du001.ekXzrh6HTgOsQrpQbkIFHwV8mLff5k-2Fe83Wj57jne3XnVTADQYDXXzKwDYb-2BYs=
XM-2BkrEqIT7XdKkmJkSmekXSw6mFLWFv2MnKiun59MYN0LUfJJP1VMxFa5koVm9yGiYIoLVgY4=
9W3oOIee4U8uX9W9cXk6ZMXIzJ5C-2BzLwlNWeq-2FXUSgP0Y6K5NgSLiDTNhEmT6rPy5AaQsg-=
2BliHLRCbxJOEty0sDxiptBKpfaDtfCCMpBdcQGPhiSvMgCsiN-2B2T3pYP-2FMxOTXxiFmIHtQ=
kmt-2FHbRNcollP1G5Km-2Fq5-2BCGftQS0xAjwyJXcssJ9qTlcFj80_qcYk9eQVqML4NYnR0JQ=
gOekV7y1c-2FlNQzfzXKeq-2Bksk6svWPQ-2BsZf9ctIsE68-2BKOBTN604Ha9sg1Q5-2BNArar=
7p-2BszjOvO9Jr-2F1qGVooGTzO4EBilmGMTEYpabPb7oyjxgma2eY4mA2t0yWOguebrsvZeMYL=
dq-2BPla9G1xswLqs9eiZYY3AfwF4S5vQClYTT836bEpY9pgGn4vAlEA3DnMm7NVozm8eJqIytk=
OYPZwNsDYdAaoCmRQyPo9uI0SQfCSqOWy19C3w1nJebXqmrIka7NtIcYQu0i09goEL4YbET2EBK=
jteWp-2B-2FXFIrdQ9At1aHm9FgUA0tSTzU3k6eZMOB5NaXalr4MmOkq-2BeJ5Ndx6H0TlwxT9I=
n4Bn-2FDs54HGqGCFVv5CoEK2VC0Gfg1z94tcB0vlRU3njw3DcWFgr57koxKifctNVk5V8YAcMG=
S1st-2BzDsG85fnp93vvl5ckIwQ-3D-3D" rel=3D"noopener noreferrer" target=3D"_b=
lank" style=3D"background-color: transparent; color: rgb(17, 85, 204);">Joi=
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